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Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "Most Indians dress in Indian …" 6 comments
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. …
Us “old stock” Indians DO NOT WANT THIS BS HERE! Trudeau and his stupid Liberal policies WRECKED immigrations. Now Brampton and most of Canada is overrun with Punjabi “temp workers” “international students” “asylum seekers” etc. They have RUINED what used to be a nicely mixed city of Brampton. It used to be clean, friendly, safe….not anymore. I grew up Brampton all my life and I’ve never been afraid of going out in the evenings or to events, until the last 10 years happened, especially the last 7 years. These new Indian immigrants are NOT respectful, not clean, downright rude, they stare at you if you’re a woman, I mean STARE. Im the summers of you wear a dress or shorts (and you’re an Indian or brown girl) they will yell obscene things and stare you down, it’s disgusting.
Identity Attack0.4911651
Insult0.6500014
Profanity0.3496935
Threat0.01254427
Severe Toxicity0.08595808
Moderate 0.63782936 Constructive 0.543 Insult Fear_Threat
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family …
Everybody in Canada that are real Canadians born here know this is a scam people buying tractor-trailer licenses people buying jobs people buying citizenships by marrying people for money families hiding relatives working in family businesses we all know it go to your corner store you see it people that can't speak English convenience stores people are driving for Uber can't speak English people working at Tim Hortons can't speak English and it's really funny that even when I go to Tim Hortons they play Indian music they talk behind the counter in Indian why this is not rocket science we know what's going on we know it started with the liberal government this is all just a scam by Jeemeet Trudeau he even dressed up as an Indian what does that tell you he makes special trips to India what does that tell you and our borders are opened up to anybody from India to come in as a temporary foreign worker yeah just think about it Canada and don't forget elbows up elbows up 💪
Identity Attack0.13163337
Insult0.24928534
Profanity0.058445938
Threat0.008414571
Severe Toxicity0.010604858
Moderate 0.30319387 Constructive 0.578 Unverified_Claim
Sep 30, 2025 IRCC Names India in Study …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians …
This is a Big Problem. But the problem was created by short sighted Canadian propaganda. They duped millions of vulnerable young people with false promises! People in Punjab were told by visiting, white Canadian politicians like Trudeau (who literally dressed up and danced all around India) that they are welcome in Canada and should sell whatever little they had in India and come here. They were poor and gullible and fell for it, and here we are! Canadian Government is FAR FAR stronger than any to-be immigrant group. Indian government pleaded with Canada to watch what kind of characters they were importing (google it)! And guess what Canada still voted for the Liberals! So who should shoulder the bulk of the blame?
Identity Attack0.2764353
Insult0.23704576
Profanity0.03715288
Threat0.009696201
Severe Toxicity0.009765625
Low Tox 0.28674445 Constructive 0.514
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my …
If I was there and seen them blocking roads or gathering like this, I would throw my jingle dress on and pray to god and jesus and then take my drum and start singing my first nations music 🎶 super loudly and get all my brother's and sister's to join. Enough is enough. I lost my job to corporate restructuring and running out of ei now, and I am beyond pissed off! All the years worked and contributing to my ei insurance, should equal how many months of ei i should actually be eligible for, but nope, its only for a certain amount of weeks according to their unemployment rate, which is severely flawed, because how can their unemployment rate remain unchanged for so many years, when you hear of thousands losing their jobs. We are being lied to and deceived, and I am sick and tired of it and me and some of my family members have even contemplated changing our names to an indian name, just to get a job!!! That's when you know it's a serious problem! Immigrants need to go back to their own country! Our families are suffering, especially our youth and children! And I am so worried for my daughter's and granddaughter's. Their belief system isn't kind to us females.
Identity Attack0.02821777
Insult0.16846494
Profanity0.24910301
Threat0.013631714
Severe Toxicity0.014511578
Low Tox 0.2854869 Constructive 0.705 Personal_Narrative
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
Having lived in brampton as an immigrant i can personally say that it is no longer a Canadian city. No one speaks English or french, no one dresses western, no one knows the canadian national …
Having lived in brampton as an immigrant i can personally say that it is no longer a Canadian city. No one speaks English or french, no one dresses western, no one knows the canadian national anthem and every one carries and indian or Pakistan flag....
Identity Attack0.18313584
Insult0.038566336
Profanity0.014054239
Threat0.0072106146
Severe Toxicity0.004196167
Low Tox 0.17198499 Constructive 0.501 Personal_Narrative
Sep 30, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Most Indians dress in Indian clothes when they visit the temple. Hindus don't force their religion on anyone.
Identity Attack0.17226285
Insult0.031256735
Profanity0.023243073
Threat0.007094103
Severe Toxicity0.003414154
Low Tox 0.12520397 Constructive 0.501 Solidarity
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)

Perspective API Dimensions Reference

13 dimensions explained

Toxic (6)

Toxicity
— Rude, disrespectful, or unreasonable
Severe Toxicity
— Very hateful or aggressive
Identity Attack
— Targeting race, religion, gender, etc.
Insult
— Inflammatory or provocative language
Profanity
— Swear words or obscene language
Threat
— Intention to inflict pain or violence

Prosocial (7)

Affinity
— Agreement or shared understanding
Compassion
— Concern for others' wellbeing
Curiosity
— Desire to learn or understand more
Nuance
— Acknowledges complexity or multiple perspectives
Personal Story
— Shares personal experience
Reasoning
— Evidence-based or logical argumentation
Respect
— Politeness and consideration for others
Data sources: comment_perspective_scores, comment_embeddings, and view_comment_sentiment · Scores are probability values (0–1) from Google's Perspective API via Communalytic.